Pandas Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	12
Number of observations	6810
Missing cells	5326
Missing cells (%)	6.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.2 MiB
Average record size in memory	1.1 KiB

Variable types

Numeric	5
Text	6
URL	1

Alerts

`subtitle` has 4429 (65.0%) missing values	Missing
`authors` has 72 (1.1%) missing values	Missing
`categories` has 99 (1.5%) missing values	Missing
`thumbnail` has 329 (4.8%) missing values	Missing
`description` has 262 (3.8%) missing values	Missing
`ratings_count` is highly skewed (γ1 = 20.96305845)	Skewed
`isbn13` has unique values	Unique
`isbn10` has unique values	Unique

Reproduction

Analysis started	2025-06-09 18:09:46.057029
Analysis finished	2025-06-09 18:09:50.127710
Duration	4.07 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

isbn13
Real number (ℝ)

Unique

Distinct	6810
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7806766 × 10¹²

Minimum	9.780002 × 10¹²
Maximum	9.789042 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	9.780002 × 10¹²
5-th percentile	9.7800609 × 10¹²
Q1	9.7803303 × 10¹²
median	9.7805531 × 10¹²
Q3	9.78081 × 10¹²
95-th percentile	9.7815982 × 10¹²
Maximum	9.789042 × 10¹²
Range	9.0399975 × 10⁹
Interquartile range (IQR)	4.7964105 × 10⁸

Descriptive statistics

Standard deviation	6.0689106 × 10⁸
Coefficient of variation (CV)	6.2050007 × 10^-5
Kurtosis	44.74338
Mean	9.7806766 × 10¹²
Median Absolute Deviation (MAD)	2.4075332 × 10⁸
Skewness	4.3526264
Sum	6.6606408 × 10¹⁶
Variance	3.6831675 × 10¹⁷
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.780002006 × 10¹²	1	< 0.1%
9.780751371 × 10¹²	1	< 0.1%
9.780751333 × 10¹²	1	< 0.1%
9.780750937 × 10¹²	1	< 0.1%
9.780750666 × 10¹²	1	< 0.1%
9.780750245 × 10¹²	1	< 0.1%
9.780750013 × 10¹²	1	< 0.1%
9.780750013 × 10¹²	1	< 0.1%
9.780750013 × 10¹²	1	< 0.1%
9.780749934 × 10¹²	1	< 0.1%
Other values (6800)	6800	99.9%

Value	Count	Frequency (%)
9.780002006 × 10¹²	1	< 0.1%
9.780002262 × 10¹²	1	< 0.1%
9.780006164 × 10¹²	1	< 0.1%
9.780006179 × 10¹²	1	< 0.1%
9.780006281 × 10¹²	1	< 0.1%
9.780006281 × 10¹²	1	< 0.1%
9.780006353 × 10¹²	1	< 0.1%
9.780006381 × 10¹²	1	< 0.1%
9.78000647 × 10¹²	1	< 0.1%
9.780006473 × 10¹²	1	< 0.1%

Value	Count	Frequency (%)
9.789042003 × 10¹²	1	< 0.1%
9.789027712 × 10¹²	1	< 0.1%
9.788445075 × 10¹²	1	< 0.1%
9.788185945 × 10¹²	1	< 0.1%
9.788185301 × 10¹²	1	< 0.1%
9.788179922 × 10¹²	1	< 0.1%
9.788173031 × 10¹²	1	< 0.1%
9.788172235 × 10¹²	1	< 0.1%
9.788171566 × 10¹²	1	< 0.1%
9.788125027 × 10¹²	1	< 0.1%

isbn10
Text

Unique

Distinct	6810
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	445.7 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	68100
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6810 ?
Unique (%)	100.0%

Sample

1st row	0002005883
2nd row	0002261987
3rd row	0006163831
4th row	0006178731
5th row	0006280897

Value	Count	Frequency (%)
0002005883	1	< 0.1%
0006178731	1	< 0.1%
0006280935	1	< 0.1%
0006353282	1	< 0.1%
0006380832	1	< 0.1%
000647022x	1	< 0.1%
0006472613	1	< 0.1%
0006479677	1	< 0.1%
0006480098	1	< 0.1%
0006482074	1	< 0.1%
Other values (6800)	6800	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	12639	18.6%
1	7755	11.4%
4	6916	10.2%
5	6381	9.4%
3	6304	9.3%
7	5774	8.5%
2	5708	8.4%
8	5524	8.1%
6	5473	8.0%
9	5051	7.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	68100	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	12639	18.6%
1	7755	11.4%
4	6916	10.2%
5	6381	9.4%
3	6304	9.3%
7	5774	8.5%
2	5708	8.4%
8	5524	8.1%
6	5473	8.0%
9	5051	7.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	68100	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	12639	18.6%
1	7755	11.4%
4	6916	10.2%
5	6381	9.4%
3	6304	9.3%
7	5774	8.5%
2	5708	8.4%
8	5524	8.1%
6	5473	8.0%
9	5051	7.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	68100	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	12639	18.6%
1	7755	11.4%
4	6916	10.2%
5	6381	9.4%
3	6304	9.3%
7	5774	8.5%
2	5708	8.4%
8	5524	8.1%
6	5473	8.0%
9	5051	7.4%

title
Text

Distinct	6398
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Memory size	519.7 KiB

Length

Max length	324
Median length	88
Mean length	20.793833
Min length	1

Characters and Unicode

Total characters	141606
Distinct characters	154
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6090 ?
Unique (%)	89.4%

Sample

1st row	Gilead
2nd row	Spider's Web
3rd row	The One Tree
4th row	Rage of angels
5th row	The Four Loves

Value	Count	Frequency (%)
the	3066	12.5%
of	1390	5.7%
and	562	2.3%
a	440	1.8%
in	302	1.2%
to	237	1.0%
on	156	0.6%
	136	0.6%
for	116	0.5%
stories	100	0.4%
Other values (6567)	18070	73.5%

Most occurring characters

Value	Count	Frequency (%)
	17765	12.5%
e	14362	10.1%
o	8971	6.3%
a	8206	5.8%
i	7725	5.5%
r	7453	5.3%
n	7450	5.3%
t	7275	5.1%
s	6349	4.5%
h	5866	4.1%
Other values (144)	50184	35.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	141606	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	17765	12.5%
e	14362	10.1%
o	8971	6.3%
a	8206	5.8%
i	7725	5.5%
r	7453	5.3%
n	7450	5.3%
t	7275	5.1%
s	6349	4.5%
h	5866	4.1%
Other values (144)	50184	35.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	141606	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	17765	12.5%
e	14362	10.1%
o	8971	6.3%
a	8206	5.8%
i	7725	5.5%
r	7453	5.3%
n	7450	5.3%
t	7275	5.1%
s	6349	4.5%
h	5866	4.1%
Other values (144)	50184	35.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	141606	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	17765	12.5%
e	14362	10.1%
o	8971	6.3%
a	8206	5.8%
i	7725	5.5%
r	7453	5.3%
n	7450	5.3%
t	7275	5.1%
s	6349	4.5%
h	5866	4.1%
Other values (144)	50184	35.4%

subtitle
Text

Missing

Distinct	2009
Distinct (%)	84.4%
Missing	4429
Missing (%)	65.0%
Memory size	353.0 KiB

Length

Max length	211
Median length	113
Mean length	34.640487
Min length	1

Characters and Unicode

Total characters	82479
Distinct characters	96
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1938 ?
Unique (%)	81.4%

Sample

1st row	A Novel
2nd row	A History of the Indian Ocean and Its Invaders
3rd row	Chaos and Order
4th row	The Complete Short Stories
5th row	A Memoir

Value	Count	Frequency (%)
the	1279	9.1%
of	845	6.0%
a	825	5.9%
and	580	4.1%
novel	303	2.2%
in	222	1.6%
to	209	1.5%
	140	1.0%
an	138	1.0%
life	97	0.7%
Other values (3995)	9366	66.9%

Most occurring characters

Value	Count	Frequency (%)
	11623	14.1%
e	7539	9.1%
o	5568	6.8%
i	4788	5.8%
n	4624	5.6%
t	4557	5.5%
a	4490	5.4%
r	4268	5.2%
s	3494	4.2%
l	2689	3.3%
Other values (86)	28839	35.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	82479	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	11623	14.1%
e	7539	9.1%
o	5568	6.8%
i	4788	5.8%
n	4624	5.6%
t	4557	5.5%
a	4490	5.4%
r	4268	5.2%
s	3494	4.2%
l	2689	3.3%
Other values (86)	28839	35.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	82479	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	11623	14.1%
e	7539	9.1%
o	5568	6.8%
i	4788	5.8%
n	4624	5.6%
t	4557	5.5%
a	4490	5.4%
r	4268	5.2%
s	3494	4.2%
l	2689	3.3%
Other values (86)	28839	35.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	82479	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	11623	14.1%
e	7539	9.1%
o	5568	6.8%
i	4788	5.8%
n	4624	5.6%
t	4557	5.5%
a	4490	5.4%
r	4268	5.2%
s	3494	4.2%
l	2689	3.3%
Other values (86)	28839	35.0%

authors
Text

Missing

Distinct	3780
Distinct (%)	56.1%
Missing	72
Missing (%)	1.1%
Memory size	504.6 KiB

Length

Max length	456
Median length	123
Mean length	17.798753
Min length	3

Characters and Unicode

Total characters	119928
Distinct characters	164
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2865 ?
Unique (%)	42.5%

Sample

1st row	Marilynne Robinson
2nd row	Charles Osborne;Agatha Christie
3rd row	Stephen R. Donaldson
4th row	Sidney Sheldon
5th row	Clive Staples Lewis

Value	Count	Frequency (%)
john	230	1.3%
william	143	0.8%
james	140	0.8%
david	130	0.8%
robert	121	0.7%
stephen	116	0.7%
j	113	0.7%
r	99	0.6%
richard	97	0.6%
m	93	0.5%
Other values (5519)	15893	92.5%

Most occurring characters

Value	Count	Frequency (%)
e	10462	8.7%
	10437	8.7%
a	9899	8.3%
r	7955	6.6%
n	7736	6.5%
i	7128	5.9%
o	6527	5.4%
l	5905	4.9%
s	4532	3.8%
t	4330	3.6%
Other values (154)	45017	37.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	119928	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	10462	8.7%
	10437	8.7%
a	9899	8.3%
r	7955	6.6%
n	7736	6.5%
i	7128	5.9%
o	6527	5.4%
l	5905	4.9%
s	4532	3.8%
t	4330	3.6%
Other values (154)	45017	37.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	119928	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	10462	8.7%
	10437	8.7%
a	9899	8.3%
r	7955	6.6%
n	7736	6.5%
i	7128	5.9%
o	6527	5.4%
l	5905	4.9%
s	4532	3.8%
t	4330	3.6%
Other values (154)	45017	37.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	119928	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	10462	8.7%
	10437	8.7%
a	9899	8.3%
r	7955	6.6%
n	7736	6.5%
i	7128	5.9%
o	6527	5.4%
l	5905	4.9%
s	4532	3.8%
t	4330	3.6%
Other values (154)	45017	37.5%

categories
Text

Missing

Distinct	567
Distinct (%)	8.4%
Missing	99
Missing (%)	1.5%
Memory size	454.5 KiB

Length

Max length	50
Median length	49
Mean length	11.837282
Min length	3

Characters and Unicode

Total characters	79440
Distinct characters	75
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	390 ?
Unique (%)	5.8%

Sample

1st row	Fiction
2nd row	Detective and mystery stories
3rd row	American fiction
4th row	Fiction
5th row	Christian life

Value	Count	Frequency (%)
fiction	3254	30.4%
	835	7.8%
juvenile	656	6.1%
biography	404	3.8%
autobiography	404	3.8%
history	266	2.5%
literary	239	2.2%
science	191	1.8%
criticism	168	1.6%
philosophy	163	1.5%
Other values (688)	4122	38.5%

Most occurring characters

Value	Count	Frequency (%)
i	12250	15.4%
o	7439	9.4%
t	6049	7.6%
n	5949	7.5%
c	5234	6.6%
e	4255	5.4%
	3991	5.0%
r	3583	4.5%
F	3336	4.2%
a	2903	3.7%
Other values (65)	24451	30.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	79440	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	12250	15.4%
o	7439	9.4%
t	6049	7.6%
n	5949	7.5%
c	5234	6.6%
e	4255	5.4%
	3991	5.0%
r	3583	4.5%
F	3336	4.2%
a	2903	3.7%
Other values (65)	24451	30.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	79440	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	12250	15.4%
o	7439	9.4%
t	6049	7.6%
n	5949	7.5%
c	5234	6.6%
e	4255	5.4%
	3991	5.0%
r	3583	4.5%
F	3336	4.2%
a	2903	3.7%
Other values (65)	24451	30.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	79440	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	12250	15.4%
o	7439	9.4%
t	6049	7.6%
n	5949	7.5%
c	5234	6.6%
e	4255	5.4%
	3991	5.0%
r	3583	4.5%
F	3336	4.2%
a	2903	3.7%
Other values (65)	24451	30.8%

thumbnail
URL

Missing

Distinct	6481
Distinct (%)	100.0%
Missing	329
Missing (%)	4.8%
Memory size	1020.0 KiB

http://books.google.com/books/content?id=KQZCPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1
http://books.google.com/books/content?id=LFabPwAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1
http://books.google.com/books/content?id=QBdGPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1
http://books.google.com/books/content?id=MmahV_o4oh4C&printsec=frontcover&img=1&zoom=1&edge=curl&source=gbs_api	1
http://books.google.com/books/content?id=fAVFHQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1
Other values (6476)	6476
(Missing)	329

Value	Count	Frequency (%)
http://books.google.com/books/content?id=KQZCPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=LFabPwAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=QBdGPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=MmahV_o4oh4C&printsec=frontcover&img=1&zoom=1&edge=curl&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=fAVFHQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=ISc8HQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=JnPGOQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=7PZKPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=wPoLAAAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
http://books.google.com/books/content?id=4IgNAQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
Other values (6471)	6471	95.0%
(Missing)	329	4.8%

Value	Count	Frequency (%)
http	6481	95.2%
(Missing)	329	4.8%

Value	Count	Frequency (%)
books.google.com	6481	95.2%
(Missing)	329	4.8%

Value	Count	Frequency (%)
/books/content	6481	95.2%
(Missing)	329	4.8%

Value	Count	Frequency (%)
id=KQZCPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=t22BPwAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=5qqvOQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=QBdGPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=MmahV_o4oh4C&printsec=frontcover&img=1&zoom=1&edge=curl&source=gbs_api	1	< 0.1%
id=fAVFHQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=ISc8HQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=JnPGOQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=7PZKPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
id=wPoLAAAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	1	< 0.1%
Other values (6471)	6471	95.0%
(Missing)	329	4.8%

Value	Count	Frequency (%)
	6481	95.2%
(Missing)	329	4.8%

description
Text

Missing

Distinct	6474
Distinct (%)	98.9%
Missing	262
Missing (%)	3.8%
Memory size	3.8 MiB

Length

Max length	5786
Median length	1481
Mean length	412.16982
Min length	1

Characters and Unicode

Total characters	2698888
Distinct characters	175
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6421 ?
Unique (%)	98.1%

Sample

1st row	A NOVEL THAT READERS and critics have been eagerly anticipating for over a decade, Gilead is an astonishingly imagined story of remarkable lives. John Ames is a preacher, the son of a preacher and the grandson (both maternal and paternal) of preachers. It’s 1956 in Gilead, Iowa, towards the end of the Reverend Ames’s life, and he is absorbed in recording his family’s story, a legacy for the young son he will never see grow up. Haunted by his grandfather’s presence, John tells of the rift between his grandfather and his father: the elder, an angry visionary who fought for the abolitionist cause, and his son, an ardent pacifist. He is troubled, too, by his prodigal namesake, Jack (John Ames) Boughton, his best friend’s lost son who returns to Gilead searching for forgiveness and redemption. Told in John Ames’s joyous, rambling voice that finds beauty, humour and truth in the smallest of life’s details, Gilead is a song of celebration and acceptance of the best and the worst the world has to offer. At its heart is a tale of the sacred bonds between fathers and sons, pitch-perfect in style and story, set to dazzle critics and readers alike.
2nd row	A new 'Christie for Christmas' -- a full-length novel adapted from her acclaimed play by Charles Osborne Following BLACK COFFEE and THE UNEXPECTED GUEST comes the final Agatha Christie play novelisation, bringing her superb storytelling to a new legion of fans. Clarissa, the wife of a Foreign Office diplomat, is given to daydreaming. 'Supposing I were to come down one morning and find a dead body in the library, what should I do?' she muses. Clarissa has her chance to find out when she discovers a body in the drawing-room of her house in Kent. Desperate to dispose of the body before her husband comes home with an important foreign politician, Clarissa persuades her three house guests to become accessories and accomplices. It seems that the murdered man was not unknown to certain members of the house party (but which ones?), and the search begins for the murderer and the motive, while at the same time trying to persuade a police inspector that there has been no murder at all... SPIDER'S WEB was written in 1954 specifically for Margaret Lockwood and opened first at the Theatre Royal Nottingham before moving to the Savoy Theatre in London on 14 December 1954. With THE MOUSETRAP and WI
3rd row	Volume Two of Stephen Donaldson's acclaimed second trilogy featuing the compelling anti-hero Thomas Covenant.
4th row	A memorable, mesmerizing heroine Jennifer -- brilliant, beautiful, an attorney on the way up until the Mafia's schemes win her the hatred of an implacable enemy -- and a love more destructive than hate. A dangerous, dramatic world The Dark Arena of organized crime and flashbulb lit courtrooms where ambitious prosecutors begin their climb to political power.
5th row	Lewis' work on the nature of love divides love into four categories; Affection, Friendship, Eros and Charity. The first three come naturally to humanity. Charity, however, the Gift-love of God, is divine, and without this supernatural love, the natural loves become distorted and even dangerous.

Value	Count	Frequency (%)
the	28526	6.5%
of	19279	4.4%
and	17734	4.1%
a	13376	3.1%
to	9980	2.3%
in	8338	1.9%
is	4660	1.1%
his	4191	1.0%
with	3395	0.8%
for	3238	0.7%
Other values (36595)	324323	74.2%

Most occurring characters

Value	Count	Frequency (%)
	430492	16.0%
e	255303	9.5%
t	178671	6.6%
a	171555	6.4%
i	163753	6.1%
o	160792	6.0%
n	159328	5.9%
s	147300	5.5%
r	141856	5.3%
h	103983	3.9%
Other values (165)	785855	29.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2698888	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	430492	16.0%
e	255303	9.5%
t	178671	6.6%
a	171555	6.4%
i	163753	6.1%
o	160792	6.0%
n	159328	5.9%
s	147300	5.5%
r	141856	5.3%
h	103983	3.9%
Other values (165)	785855	29.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2698888	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	430492	16.0%
e	255303	9.5%
t	178671	6.6%
a	171555	6.4%
i	163753	6.1%
o	160792	6.0%
n	159328	5.9%
s	147300	5.5%
r	141856	5.3%
h	103983	3.9%
Other values (165)	785855	29.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2698888	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	430492	16.0%
e	255303	9.5%
t	178671	6.6%
a	171555	6.4%
i	163753	6.1%
o	160792	6.0%
n	159328	5.9%
s	147300	5.5%
r	141856	5.3%
h	103983	3.9%
Other values (165)	785855	29.1%

published_year
Real number (ℝ)

Distinct	94
Distinct (%)	1.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1998.6304

Minimum	1853
Maximum	2019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	1853
5-th percentile	1979
Q1	1996
median	2002
Q3	2005
95-th percentile	2006
Maximum	2019
Range	166
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.484257
Coefficient of variation (CV)	0.0052457209
Kurtosis	20.849691
Mean	1998.6304
Median Absolute Deviation (MAD)	4
Skewness	-3.4111769
Sum	13598681
Variance	109.91965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2006	894	13.1%
2005	691	10.1%
2004	617	9.1%
2003	580	8.5%
2002	481	7.1%
2001	394	5.8%
2000	357	5.2%
1999	273	4.0%
1998	271	4.0%
2007	267	3.9%
Other values (84)	1979	29.1%

Value	Count	Frequency (%)
1853	1	< 0.1%
1876	2	< 0.1%
1901	1	< 0.1%
1904	1	< 0.1%
1914	1	< 0.1%
1925	2	< 0.1%
1926	1	< 0.1%
1927	1	< 0.1%
1928	1	< 0.1%
1929	1	< 0.1%

Value	Count	Frequency (%)
2019	7	0.1%
2018	1	< 0.1%
2017	4	0.1%
2015	5	0.1%
2014	2	< 0.1%
2013	3	< 0.1%
2012	5	0.1%
2011	10	0.1%
2010	10	0.1%
2009	12	0.2%

average_rating
Real number (ℝ)

Distinct	200
Distinct (%)	3.0%
Missing	43
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	3.9332836

Minimum	0
Maximum	5
Zeros	10
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3.44
Q1	3.77
median	3.96
Q3	4.13
95-th percentile	4.38
Maximum	5
Range	5
Interquartile range (IQR)	0.36

Descriptive statistics

Standard deviation	0.33135161
Coefficient of variation (CV)	0.084242999
Kurtosis	29.675183
Mean	3.9332836
Median Absolute Deviation (MAD)	0.18
Skewness	-2.869916
Sum	26616.53
Variance	0.10979389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	126	1.9%
3.93	112	1.6%
3.95	112	1.6%
3.99	108	1.6%
3.96	107	1.6%
4.06	105	1.5%
3.89	105	1.5%
3.87	103	1.5%
4.04	102	1.5%
3.94	102	1.5%
Other values (190)	5685	83.5%

Value	Count	Frequency (%)
0	10	0.1%
2	4	0.1%
2.33	1	< 0.1%
2.44	1	< 0.1%
2.5	2	< 0.1%
2.51	1	< 0.1%
2.55	1	< 0.1%
2.62	3	< 0.1%
2.67	4	0.1%
2.75	1	< 0.1%

Value	Count	Frequency (%)
5	10	0.1%
4.91	1	< 0.1%
4.88	1	< 0.1%
4.82	1	< 0.1%
4.78	1	< 0.1%
4.76	2	< 0.1%
4.75	3	< 0.1%
4.73	1	< 0.1%
4.72	1	< 0.1%
4.71	1	< 0.1%

num_pages
Real number (ℝ)

Distinct	915
Distinct (%)	13.5%
Missing	43
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	348.18103

Minimum	0
Maximum	3342
Zeros	4
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	0
5-th percentile	76
Q1	208
median	304
Q3	420
95-th percentile	773
Maximum	3342
Range	3342
Interquartile range (IQR)	212

Descriptive statistics

Standard deviation	242.37678
Coefficient of variation (CV)	0.69612289
Kurtosis	19.922176
Mean	348.18103
Median Absolute Deviation (MAD)	107
Skewness	3.0612617
Sum	2356141
Variance	58746.505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
288	141	2.1%
320	140	2.1%
256	139	2.0%
352	123	1.8%
224	110	1.6%
304	108	1.6%
384	107	1.6%
192	106	1.6%
368	104	1.5%
240	101	1.5%
Other values (905)	5588	82.1%

Value	Count	Frequency (%)
0	4	0.1%
2	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
10	5	0.1%
12	2	< 0.1%
13	1	< 0.1%
14	3	< 0.1%
16	2	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
3342	1	< 0.1%
3020	1	< 0.1%
2965	1	< 0.1%
2934	1	< 0.1%
2704	1	< 0.1%
2690	1	< 0.1%
2662	1	< 0.1%
2512	1	< 0.1%
2480	1	< 0.1%
2208	1	< 0.1%

ratings_count
Real number (ℝ)

Skewed

Distinct	3881
Distinct (%)	57.4%
Missing	43
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	21069.1

Minimum	0
Maximum	5629932
Zeros	27
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	53.3 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	159
median	1018
Q3	5992.5
95-th percentile	68346
Maximum	5629932
Range	5629932
Interquartile range (IQR)	5833.5

Descriptive statistics

Standard deviation	137620.68
Coefficient of variation (CV)	6.5318727
Kurtosis	634.50911
Mean	21069.1
Median Absolute Deviation (MAD)	988
Skewness	20.963058
Sum	1.425746 × 10⁸
Variance	1.8939451 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	39	0.6%
10	33	0.5%
11	29	0.4%
9	29	0.4%
8	29	0.4%
2	28	0.4%
3	27	0.4%
0	27	0.4%
17	26	0.4%
12	25	0.4%
Other values (3871)	6475	95.1%
(Missing)	43	0.6%

Value	Count	Frequency (%)
0	27	0.4%
1	22	0.3%
2	28	0.4%
3	27	0.4%
4	39	0.6%
5	21	0.3%
6	22	0.3%
7	22	0.3%
8	29	0.4%
9	29	0.4%

Value	Count	Frequency (%)
5629932	1	< 0.1%
4367341	1	< 0.1%
2364968	1	< 0.1%
2279854	1	< 0.1%
2149872	1	< 0.1%
2115562	1	< 0.1%
2009749	1	< 0.1%
1996446	1	< 0.1%
1944099	1	< 0.1%
1861140	1	< 0.1%

	average_rating	isbn13	num_pages	published_year	ratings_count
average_rating	1.000	0.020	0.155	-0.092	0.109
isbn13	0.020	1.000	-0.134	0.116	-0.204
num_pages	0.155	-0.134	1.000	0.017	0.181
published_year	-0.092	0.116	0.017	1.000	0.060
ratings_count	0.109	-0.204	0.181	0.060	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	isbn13	isbn10	title	subtitle	authors	categories	thumbnail	description	published_year	average_rating	num_pages	ratings_count
0	9780002005883	0002005883	Gilead	NaN	Marilynne Robinson	Fiction	http://books.google.com/books/content?id=KQZCPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	A NOVEL THAT READERS and critics have been eagerly anticipating for over a decade, Gilead is an astonishingly imagined story of remarkable lives. John Ames is a preacher, the son of a preacher and the grandson (both maternal and paternal) of preachers. It’s 1956 in Gilead, Iowa, towards the end of the Reverend Ames’s life, and he is absorbed in recording his family’s story, a legacy for the young son he will never see grow up. Haunted by his grandfather’s presence, John tells of the rift between his grandfather and his father: the elder, an angry visionary who fought for the abolitionist cause, and his son, an ardent pacifist. He is troubled, too, by his prodigal namesake, Jack (John Ames) Boughton, his best friend’s lost son who returns to Gilead searching for forgiveness and redemption. Told in John Ames’s joyous, rambling voice that finds beauty, humour and truth in the smallest of life’s details, Gilead is a song of celebration and acceptance of the best and the worst the world has to offer. At its heart is a tale of the sacred bonds between fathers and sons, pitch-perfect in style and story, set to dazzle critics and readers alike.	2004.0	3.85	247.0	361.0
1	9780002261982	0002261987	Spider's Web	A Novel	Charles Osborne;Agatha Christie	Detective and mystery stories	http://books.google.com/books/content?id=gA5GPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	A new 'Christie for Christmas' -- a full-length novel adapted from her acclaimed play by Charles Osborne Following BLACK COFFEE and THE UNEXPECTED GUEST comes the final Agatha Christie play novelisation, bringing her superb storytelling to a new legion of fans. Clarissa, the wife of a Foreign Office diplomat, is given to daydreaming. 'Supposing I were to come down one morning and find a dead body in the library, what should I do?' she muses. Clarissa has her chance to find out when she discovers a body in the drawing-room of her house in Kent. Desperate to dispose of the body before her husband comes home with an important foreign politician, Clarissa persuades her three house guests to become accessories and accomplices. It seems that the murdered man was not unknown to certain members of the house party (but which ones?), and the search begins for the murderer and the motive, while at the same time trying to persuade a police inspector that there has been no murder at all... SPIDER'S WEB was written in 1954 specifically for Margaret Lockwood and opened first at the Theatre Royal Nottingham before moving to the Savoy Theatre in London on 14 December 1954. With THE MOUSETRAP and WI	2000.0	3.83	241.0	5164.0
2	9780006163831	0006163831	The One Tree	NaN	Stephen R. Donaldson	American fiction	http://books.google.com/books/content?id=OmQawwEACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	Volume Two of Stephen Donaldson's acclaimed second trilogy featuing the compelling anti-hero Thomas Covenant.	1982.0	3.97	479.0	172.0
3	9780006178736	0006178731	Rage of angels	NaN	Sidney Sheldon	Fiction	http://books.google.com/books/content?id=FKo2TgANz74C&printsec=frontcover&img=1&zoom=1&source=gbs_api	A memorable, mesmerizing heroine Jennifer -- brilliant, beautiful, an attorney on the way up until the Mafia's schemes win her the hatred of an implacable enemy -- and a love more destructive than hate. A dangerous, dramatic world The Dark Arena of organized crime and flashbulb lit courtrooms where ambitious prosecutors begin their climb to political power.	1993.0	3.93	512.0	29532.0
4	9780006280897	0006280897	The Four Loves	NaN	Clive Staples Lewis	Christian life	http://books.google.com/books/content?id=XhQ5XsFcpGIC&printsec=frontcover&img=1&zoom=1&source=gbs_api	Lewis' work on the nature of love divides love into four categories; Affection, Friendship, Eros and Charity. The first three come naturally to humanity. Charity, however, the Gift-love of God, is divine, and without this supernatural love, the natural loves become distorted and even dangerous.	2002.0	4.15	170.0	33684.0
5	9780006280934	0006280935	The Problem of Pain	NaN	Clive Staples Lewis	Christian life	http://books.google.com/books/content?id=Kk-uVe5QK-gC&printsec=frontcover&img=1&zoom=1&source=gbs_api	"In The Problem of Pain, C.S. Lewis, one of the most renowned Christian authors and thinkers, examines a universally applicable question within the human condition: If God is good and all-powerful, why does he allow his creatures to suffer pain? With his signature wealth of compassion and insight, C.S. Lewis offers answers to these crucial questions and shares his hope and wisdom to help heal a world hungering for a true understanding of human nature."--Amazon.	2002.0	4.09	176.0	37569.0
6	9780006353287	0006353282	An Autobiography	NaN	Agatha Christie	Authors, English	http://books.google.com/books/content?id=c49GQwAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	Donation.	1977.0	4.27	560.0	3975.0
7	9780006380832	0006380832	Empires of the Monsoon	A History of the Indian Ocean and Its Invaders	Richard Hall	Africa, East	http://books.google.com/books/content?id=MuPEQgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	Until Vasco da Gama discovered the sea-route to the East in 1497-9 almost nothing was known in the West of the exotic cultures and wealth of the Indian Ocean and its peoples. It is this civilization and its destruction at the hands of the West that Richard Hall recreates in this book. Hall's history of the exploration and exploitation by Chinese and Arab travellers, and by the Portuguese, Dutch and British alike is one of brutality, betrayal and colonial ambition.	1998.0	4.41	608.0	65.0
8	9780006470229	000647022X	The Gap Into Madness	Chaos and Order	Stephen R. Donaldson	Hyland, Morn (Fictitious character)	http://books.google.com/books/content?id=4oXavLNDWocC&printsec=frontcover&img=1&zoom=1&source=gbs_api	A new-cover reissue of the fourth book in the bestselling five-volume sf series created by the world-famous author of the Thomas Covenant chronicles -- and acclaimed as the 'best work of his career'. Events were not moving as the Amnion had intended. Once again humans had been false in their dealings with the aliens. As the planetoid Thanatos Minor exploded into atoms, the Trumpet hurtled into space only one step ahead of hostile pursuers. On board were Morn Hyland and her force-grown son Davies, cyborg Angus Thermopyle and Captain Nick Succorso -- old enemies thrown together in a desperate bid for survival. For both the Amnion and the UMCP, the immediate capture of the fleeing ship and the secrets it contained was imperative. But for Trumpet's exhausted crew the only hope lay in an illegal lab in the distant binary solar system of Valdor Industrial. It would be a journey of unpredictable danger -- from which not all would return...	1994.0	4.15	743.0	103.0
9	9780006472612	0006472613	Master of the Game	NaN	Sidney Sheldon	Adventure stories	http://books.google.com/books/content?id=TkTYp-Tp6_IC&printsec=frontcover&img=1&zoom=1&source=gbs_api	Kate Blackwell is an enigma and one of the most powerful women in the world. But at her ninetieth birthday celebrations there are ghosts of absent friends and absent enemies.	1982.0	4.11	489.0	43540.0

	isbn13	isbn10	title	subtitle	authors	categories	thumbnail	description	published_year	average_rating	num_pages	ratings_count
6800	9788125026600	8125026606	Nietzsche For Beginners	NaN	Marc Sautet	NaN	http://books.google.com/books/content?id=fPIv8f02EtYC&printsec=frontcover&img=1&zoom=1&source=gbs_api	Not only does Nietzsche for Beginners delve into the scandalous life and considerable works of Friedrich Nietzsche, it also gives a clear picture of the puzzling time in which he lived. We meet the Luminaries of the day Richard Wagner, Bismarck, Frued, and Darwin, and see their influence on his work.	2004.0	3.26	192.0	21.0
6801	9788171565641	8171565646	Aspects of the Novel	NaN	E. M. Forster	English fiction	http://books.google.com/books/content?id=qWU9PgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	Forster's lively, informed originality and wit have made this book a classic. Avoiding the chronological approach of what he calls "pseudoscholarship," he freely examines aspects all English-language novels have in common: story, people, plot, fantasy, prophecy, pattern, and rhythm. Index.	2004.0	3.83	141.0	10.0
6802	9788172235222	8172235224	Mistaken Identity	NaN	Nayantara Sahgal	Indic fiction (English)	http://books.google.com/books/content?id=q-tKPgAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	On A Train Journey Home To North India After Long Months Of Travel Abroad, The Playboy Bhushan Singh, Son Of The Raja Of Vijaygarh, Is Arrested And Thrown Into Jail. Charged With Treason, Bhushan Finds Himself In A Filthy Prison Cell Surrounded By Elderly Trade Unionists As Innocent Of Any Political Crime, And A Jittery Government Sees Sedition Under Every Stone. As They Wait For The Trial That Never Seems To Come, Bhushan Takes Up The Role Of Scheherazade, Enthralling His Cell-Mates With Stories From His Colourful Past. He Tells Them Of His Boyhood Affair With A Beautiful Muslim Girl That Sparked Off Two Murderous Riots And Led To His Banishment Abroad. He Tells Them Of His Life In The America Of The Roaring Twenties, Of Basking Beside A Turquoise Swimming Pool, Learning The Turkey Trot And Turning Down The Chance Of A Career As A Movie Star. Obsessed With His Childhood Love, Unable To Make Any Plans For His Life Except To Find Her Again, Bhushan Returns To India To Become An Exile Nearer Home In Mumbai. He Becomes The Friend And Lover Of Syllvia, A Vibrant And Modern Parsi Girl, But Even Her Energy And Devotion Are Not Enough To Heal His Wound. As News Of Violent World Events Penetrates The Prison Wall Civil Was In Turkey, The Rise Of Mussoloni, Gandhi S Salt March, Mass Arrests, The Death Of Hunger-Strikers In Lahore Bhushan Reaches The Climax Of His Story: The Monstrous Trick He Discovers Fate Has Played On Him, And The Crime He Can Never Forget. Full Of Mystery And Gentle Humour, Mistaken Identity Is A Story Of Love And Obsession That Brilliantly Summons Up The Turmoil Of India In The Twilight Years Of Empire	2003.0	2.93	324.0	0.0
6803	9788173031014	8173031010	Journey to the East	NaN	Hermann Hesse	Adventure stories	http://books.google.com/books/content?id=rq6JPwAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	This book tells the tale of a man who goes on a wonderful and amazing journey through Asia. His travels can also be seen as a parable of one person's search for enlightenment. Ever since this book's first publication in 1932, it has influenced generations of readers with its ideas on Eastern religion and Jungian psychology and its criticism of Western middleclass values.	2002.0	3.70	175.0	24.0
6804	9788179921623	817992162X	The Monk Who Sold His Ferrari: A Fable About Fulfilling Your Dreams & Reaching Your Destiny	NaN	Robin Sharma	Health & Fitness	http://books.google.com/books/content?id=c_7mf7bAe6YC&printsec=frontcover&img=1&zoom=1&source=gbs_api	Wisdom to Create a Life of Passion, Purpose, and Peace This inspiring tale provides a step-by-step approach to living with greater courage, balance, abundance, and joy. A wonderfully crafted fable, The Monk Who Sold His Ferrari tells the extraordinary story of Julian Mantle, a lawyer forced to confront the spiritual crisis of his out-of-balance life. On a life-changing odyssey to an ancient culture, he discovers powerful, wise, and practical lessons that teach us to: Develop joyful thoughts Follow our life's mission and calling Cultivate self-discipline and act courageously Value time as our most important commodity Nourish our relationships, and – live fully, one day at a time A FABLE ABOUT FULFILLING YOUR DREAMS AND REACHING YOUR DESTINY	2003.0	3.82	198.0	1568.0
6805	9788185300535	8185300534	I Am that	Talks with Sri Nisargadatta Maharaj	Sri Nisargadatta Maharaj;Sudhakar S. Dikshit	Philosophy	http://books.google.com/books/content?id=Fv_JPQAACAAJ&printsec=frontcover&img=1&zoom=1&source=gbs_api	This collection of the timeless teachings of one of the greatest sages of India, is a testament to the uniqueness of the seer's life and work. The book (now in its ninth printing) continues to draw new audiences and to enlighten anxious seekers for self-realisation. Sri Nisargadatta Maharaj was a teacher who did not propound any ideology or religion but gently unwrapped the mystery of the self. His message is simple, direct and yet sublime. The book preserves his dialogues with the followers who came from around the world seeking guidance in destroying false identities. The sage's sole concern was with human suffering and the ending of suffering. It was his mission to guide the individual to an understanding of his true nature and the timelessness of being. He taught that mind must recognise and penetrate its own state of being, not 'being this or that, here or there, then or now', but just timeless being. This is a legacy from a unique teacher who helps the reader to a clearer understanding of himself.	1999.0	4.51	531.0	104.0
6806	9788185944609	8185944601	Secrets Of The Heart	NaN	Khalil Gibran	Mysticism	http://books.google.com/books/content?id=XcrVpL1byOkC&printsec=frontcover&img=1&zoom=1&source=gbs_api	NaN	1993.0	4.08	74.0	324.0
6807	9788445074879	8445074873	Fahrenheit 451	NaN	Ray Bradbury	Book burning	NaN	NaN	2004.0	3.98	186.0	5733.0
6808	9789027712059	9027712050	The Berlin Phenomenology	NaN	Georg Wilhelm Friedrich Hegel	History	http://books.google.com/books/content?id=Vy7SkjvmfLMC&printsec=frontcover&img=1&zoom=1&edge=curl&source=gbs_api	Since the three volume edition ofHegel's Philosophy of Subjective Spirit (1978, 19792) has been so well received, I have been encouraged to select that part of it most suitable for teaching purposes, and to publish it here as a separate work. As a teaching text, the Berlin Phenomenology has several important advan tages. Unlike so many ofHegel's writings, must notably theJena Phenomeno logy of 1807, it is concise and to the point, and concemed with issues already familiar to most students of philosophy. Since it consists for the most part of a searching and radical analysis of Kant's epistemology, Fichte's ethics and Schelling's system-building, it provides tirst-rate insight into Hegel's assessment of his immedi~te predecessors. When considered in context, as part of the Encyclopaedia if the Philosophical Sciences, it enables us to distinguish dearly between the systematic, the logical and the psychological aspects of Hegelianism, and is therefore also relevant to some of the central issues in modem phenomenology. It is to be hoped that the introduction and notes prepared for the present edition will prove helpful to both teachers and students. Every effort has been ma de to produce a thoroughly reliable ba sic text and an accurate translation. The text published in 1978 was prepared at the Hegel Archive in Bochum from photocopies, and I am most grateful to the Central Interfaculty of the Erasmus University, Rotterdam, for having made it possible for me to check the printed version against the original manuscripts.	1981.0	0.00	210.0	0.0
6809	9789042003408	9042003405	'I'm Telling You Stories'	Jeanette Winterson and the Politics of Reading	Helena Grice;Tim Woods	Literary Criticism	http://books.google.com/books/content?id=2lVyRH0TWugC&printsec=frontcover&img=1&zoom=1&edge=curl&source=gbs_api	This is a jubilant and rewarding collection of Winterson scholarship--a superb group of essays from a host of fine authors.	1998.0	3.70	136.0	10.0

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